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<li><a href="./">JavaScript for R</a></li>

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<li class="chapter" data-level="" data-path="index.html"><a href="index.html"><i class="fa fa-check"></i>Preface</a><ul>
<li class="chapter" data-level="" data-path="index.html"><a href="index.html#premise"><i class="fa fa-check"></i>Premise</a></li>
<li class="chapter" data-level="" data-path="index.html"><a href="index.html#book-structure"><i class="fa fa-check"></i>Book Structure</a></li>
<li class="chapter" data-level="" data-path="index.html"><a href="index.html#acknowledgement"><i class="fa fa-check"></i>Acknowledgement</a></li>
</ul></li>
<li class="part"><span><b>I Basics and Roadmap</b></span></li>
<li class="chapter" data-level="1" data-path="intro-overview.html"><a href="intro-overview.html"><i class="fa fa-check"></i><b>1</b> Overview</a><ul>
<li class="chapter" data-level="1.1" data-path="intro-overview.html"><a href="intro-overview.html#intro-overview-rationale"><i class="fa fa-check"></i><b>1.1</b> Rationale</a></li>
<li class="chapter" data-level="1.2" data-path="intro-overview.html"><a href="intro-overview.html#intro-methods"><i class="fa fa-check"></i><b>1.2</b> Methods</a><ul>
<li class="chapter" data-level="1.2.1" data-path="intro-overview.html"><a href="intro-overview.html#intro-v8"><i class="fa fa-check"></i><b>1.2.1</b> V8</a></li>
<li class="chapter" data-level="1.2.2" data-path="intro-overview.html"><a href="intro-overview.html#intro-htmlwidgets"><i class="fa fa-check"></i><b>1.2.2</b> htmlwidgets</a></li>
<li class="chapter" data-level="1.2.3" data-path="intro-overview.html"><a href="intro-overview.html#intro-shiny"><i class="fa fa-check"></i><b>1.2.3</b> Shiny</a></li>
</ul></li>
<li class="chapter" data-level="1.3" data-path="intro-overview.html"><a href="intro-overview.html#intro-amiss"><i class="fa fa-check"></i><b>1.3</b> Methods Amiss</a><ul>
<li class="chapter" data-level="1.3.1" data-path="intro-overview.html"><a href="intro-overview.html#intro-reactr-vuer"><i class="fa fa-check"></i><b>1.3.1</b> reactR &amp; vueR</a></li>
<li class="chapter" data-level="1.3.2" data-path="intro-overview.html"><a href="intro-overview.html#intro-r2d3"><i class="fa fa-check"></i><b>1.3.2</b> r2d3</a></li>
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</ul></li>
<li class="chapter" data-level="2" data-path="prerequisites.html"><a href="prerequisites.html"><i class="fa fa-check"></i><b>2</b> Prerequisites</a><ul>
<li class="chapter" data-level="2.1" data-path="prerequisites.html"><a href="prerequisites.html#basics-package-dev"><i class="fa fa-check"></i><b>2.1</b> R Package Development</a><ul>
<li class="chapter" data-level="2.1.1" data-path="prerequisites.html"><a href="prerequisites.html#basics-create-pkg"><i class="fa fa-check"></i><b>2.1.1</b> Creating a Package</a></li>
<li class="chapter" data-level="2.1.2" data-path="prerequisites.html"><a href="prerequisites.html#basics-metadata"><i class="fa fa-check"></i><b>2.1.2</b> Metadata</a></li>
<li class="chapter" data-level="2.1.3" data-path="prerequisites.html"><a href="prerequisites.html#basics-r-code"><i class="fa fa-check"></i><b>2.1.3</b> R code</a></li>
<li class="chapter" data-level="2.1.4" data-path="prerequisites.html"><a href="prerequisites.html#basics-documentation"><i class="fa fa-check"></i><b>2.1.4</b> Documentation</a></li>
<li class="chapter" data-level="2.1.5" data-path="prerequisites.html"><a href="prerequisites.html#basics-installed-files"><i class="fa fa-check"></i><b>2.1.5</b> Installed files</a></li>
<li class="chapter" data-level="2.1.6" data-path="prerequisites.html"><a href="prerequisites.html#basics-build-load-install"><i class="fa fa-check"></i><b>2.1.6</b> Build, load, and install</a></li>
</ul></li>
<li class="chapter" data-level="2.2" data-path="prerequisites.html"><a href="prerequisites.html#basics-json"><i class="fa fa-check"></i><b>2.2</b> JSON</a><ul>
<li class="chapter" data-level="2.2.1" data-path="prerequisites.html"><a href="prerequisites.html#serialising"><i class="fa fa-check"></i><b>2.2.1</b> Serialising</a></li>
<li class="chapter" data-level="2.2.2" data-path="prerequisites.html"><a href="prerequisites.html#basics-tabular"><i class="fa fa-check"></i><b>2.2.2</b> Tabular Data</a></li>
</ul></li>
<li class="chapter" data-level="2.3" data-path="prerequisites.html"><a href="prerequisites.html#basics-javascript"><i class="fa fa-check"></i><b>2.3</b> JavaScript</a><ul>
<li class="chapter" data-level="2.3.1" data-path="prerequisites.html"><a href="prerequisites.html#basics-chrome-devtools"><i class="fa fa-check"></i><b>2.3.1</b> Developer Tools</a></li>
<li class="chapter" data-level="2.3.2" data-path="prerequisites.html"><a href="prerequisites.html#basics-var-scope"><i class="fa fa-check"></i><b>2.3.2</b> Variable Declaration and Scope</a></li>
<li class="chapter" data-level="2.3.3" data-path="prerequisites.html"><a href="prerequisites.html#basics-object-model"><i class="fa fa-check"></i><b>2.3.3</b> Document Object Model</a></li>
</ul></li>
<li class="chapter" data-level="2.4" data-path="prerequisites.html"><a href="prerequisites.html#basics-shiny"><i class="fa fa-check"></i><b>2.4</b> Shiny</a><ul>
<li class="chapter" data-level="2.4.1" data-path="prerequisites.html"><a href="prerequisites.html#basics-static-files"><i class="fa fa-check"></i><b>2.4.1</b> Serving Static Files</a></li>
<li class="chapter" data-level="2.4.2" data-path="prerequisites.html"><a href="prerequisites.html#basics-htmltools"><i class="fa fa-check"></i><b>2.4.2</b> Htmltools</a></li>
<li class="chapter" data-level="2.4.3" data-path="prerequisites.html"><a href="prerequisites.html#basics-deps-pro-cons"><i class="fa fa-check"></i><b>2.4.3</b> Serving vs. htmltools</a></li>
</ul></li>
</ul></li>
<li class="part"><span><b>II Data Visualisation</b></span></li>
<li class="chapter" data-level="3" data-path="widgets-intro-intro.html"><a href="widgets-intro-intro.html"><i class="fa fa-check"></i><b>3</b> Introduction to Widgets</a><ul>
<li class="chapter" data-level="3.1" data-path="widgets-intro-intro.html"><a href="widgets-intro-intro.html#widgets-plotly"><i class="fa fa-check"></i><b>3.1</b> Plotly package</a></li>
<li class="chapter" data-level="3.2" data-path="widgets-intro-intro.html"><a href="widgets-intro-intro.html#widgets-intro-dt"><i class="fa fa-check"></i><b>3.2</b> DT package</a></li>
<li class="chapter" data-level="3.3" data-path="widgets-intro-intro.html"><a href="widgets-intro-intro.html#widgets-intro-crosstalk"><i class="fa fa-check"></i><b>3.3</b> Crosstalk</a></li>
<li class="chapter" data-level="3.4" data-path="widgets-intro-intro.html"><a href="widgets-intro-intro.html#widgets-intro-conclude"><i class="fa fa-check"></i><b>3.4</b> Wrap-up</a></li>
</ul></li>
<li class="chapter" data-level="4" data-path="widgets-basics.html"><a href="widgets-basics.html"><i class="fa fa-check"></i><b>4</b> Basics of Building Widgets</a><ul>
<li class="chapter" data-level="4.1" data-path="widgets-basics.html"><a href="widgets-basics.html#widgets-basics-study"><i class="fa fa-check"></i><b>4.1</b> Read and Study</a></li>
<li class="chapter" data-level="4.2" data-path="widgets-basics.html"><a href="widgets-basics.html#widgets-basics-candidates"><i class="fa fa-check"></i><b>4.2</b> Candidate Libraries</a><ul>
<li class="chapter" data-level="4.2.1" data-path="widgets-basics.html"><a href="widgets-basics.html#widgets-basics-candidates-plotly"><i class="fa fa-check"></i><b>4.2.1</b> Plotly.js</a></li>
<li class="chapter" data-level="4.2.2" data-path="widgets-basics.html"><a href="widgets-basics.html#widgets-basics-candidates-highcharts"><i class="fa fa-check"></i><b>4.2.2</b> Highchart.js</a></li>
<li class="chapter" data-level="4.2.3" data-path="widgets-basics.html"><a href="widgets-basics.html#widgets-basics-candidates-chart.js"><i class="fa fa-check"></i><b>4.2.3</b> Chart.js</a></li>
</ul></li>
<li class="chapter" data-level="4.3" data-path="widgets-basics.html"><a href="widgets-basics.html#widgets-basics-inner-workings"><i class="fa fa-check"></i><b>4.3</b> How It Works</a></li>
</ul></li>
<li class="chapter" data-level="5" data-path="widgets-first.html"><a href="widgets-first.html"><i class="fa fa-check"></i><b>5</b> Your First Widget</a><ul>
<li class="chapter" data-level="5.1" data-path="widgets-first.html"><a href="widgets-first.html#widgets-first-scaffold"><i class="fa fa-check"></i><b>5.1</b> The Scaffold</a></li>
<li class="chapter" data-level="5.2" data-path="widgets-first.html"><a href="widgets-first.html#widgets-first-htmloutput"><i class="fa fa-check"></i><b>5.2</b> The HTML Output</a></li>
<li class="chapter" data-level="5.3" data-path="widgets-first.html"><a href="widgets-first.html#widgets-first-js-files"><i class="fa fa-check"></i><b>5.3</b> JavaScript Files</a></li>
</ul></li>
<li class="chapter" data-level="6" data-path="widgets-realistic.html"><a href="widgets-realistic.html"><i class="fa fa-check"></i><b>6</b> A Realistic Widget</a><ul>
<li class="chapter" data-level="6.1" data-path="widgets-realistic.html"><a href="widgets-realistic.html#widgets-realistic-deps"><i class="fa fa-check"></i><b>6.1</b> Dependencies</a></li>
<li class="chapter" data-level="6.2" data-path="widgets-realistic.html"><a href="widgets-realistic.html#widgets-realistic-implementation"><i class="fa fa-check"></i><b>6.2</b> Implementation</a></li>
<li class="chapter" data-level="6.3" data-path="widgets-realistic.html"><a href="widgets-realistic.html#widgets-realistic-html-element"><i class="fa fa-check"></i><b>6.3</b> HTML Element</a></li>
</ul></li>
<li class="chapter" data-level="7" data-path="widgets-full.html"><a href="widgets-full.html"><i class="fa fa-check"></i><b>7</b> The Full Monty</a><ul>
<li class="chapter" data-level="7.1" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-deps"><i class="fa fa-check"></i><b>7.1</b> Dependencies</a></li>
<li class="chapter" data-level="7.2" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-js"><i class="fa fa-check"></i><b>7.2</b> JavaScript</a></li>
<li class="chapter" data-level="7.3" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-data"><i class="fa fa-check"></i><b>7.3</b> Working with Data</a></li>
<li class="chapter" data-level="7.4" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-transform-data"><i class="fa fa-check"></i><b>7.4</b> Transforming Data</a><ul>
<li class="chapter" data-level="7.4.1" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-transform-data-js"><i class="fa fa-check"></i><b>7.4.1</b> Using JavaScript</a></li>
<li class="chapter" data-level="7.4.2" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-transform-data-modify"><i class="fa fa-check"></i><b>7.4.2</b> Modify Serialiser</a></li>
<li class="chapter" data-level="7.4.3" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-transform-data-replace"><i class="fa fa-check"></i><b>7.4.3</b> Replace Serialiser</a></li>
<li class="chapter" data-level="7.4.4" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-transform-data-modify-data"><i class="fa fa-check"></i><b>7.4.4</b> Modify the Data</a></li>
<li class="chapter" data-level="7.4.5" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-transform-data-conclusion"><i class="fa fa-check"></i><b>7.4.5</b> Pros and Cons</a></li>
</ul></li>
<li class="chapter" data-level="7.5" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-on-print"><i class="fa fa-check"></i><b>7.5</b> On Print Method</a></li>
</ul></li>
<li class="chapter" data-level="8" data-path="widgets-adv.html"><a href="widgets-adv.html"><i class="fa fa-check"></i><b>8</b> Advanced Topics</a><ul>
<li class="chapter" data-level="8.1" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-shared"><i class="fa fa-check"></i><b>8.1</b> Shared Variables</a><ul>
<li class="chapter" data-level="8.1.1" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-sizing"><i class="fa fa-check"></i><b>8.1.1</b> Sizing</a></li>
<li class="chapter" data-level="8.1.2" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-sizing-policy"><i class="fa fa-check"></i><b>8.1.2</b> Sizing Policy</a></li>
</ul></li>
<li class="chapter" data-level="8.2" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-resizing"><i class="fa fa-check"></i><b>8.2</b> Resizing</a></li>
<li class="chapter" data-level="8.3" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-prerender"><i class="fa fa-check"></i><b>8.3</b> Pre Render Hooks and Security</a></li>
<li class="chapter" data-level="8.4" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-js"><i class="fa fa-check"></i><b>8.4</b> JavaScript Code</a></li>
<li class="chapter" data-level="8.5" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-prepend-append"><i class="fa fa-check"></i><b>8.5</b> Prepend and Append Content</a></li>
<li class="chapter" data-level="8.6" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-dependencies"><i class="fa fa-check"></i><b>8.6</b> Dependencies</a></li>
<li class="chapter" data-level="8.7" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-compatibility"><i class="fa fa-check"></i><b>8.7</b> Compatibility</a></li>
<li class="chapter" data-level="8.8" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-unit-tests"><i class="fa fa-check"></i><b>8.8</b> Unit Tests</a></li>
<li class="chapter" data-level="8.9" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-performances"><i class="fa fa-check"></i><b>8.9</b> Performances</a></li>
</ul></li>
<li class="chapter" data-level="9" data-path="linking-widgets.html"><a href="linking-widgets.html"><i class="fa fa-check"></i><b>9</b> Linking Widgets</a><ul>
<li class="chapter" data-level="9.1" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-examples"><i class="fa fa-check"></i><b>9.1</b> Crosstalk Examples</a></li>
<li class="chapter" data-level="9.2" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-req"><i class="fa fa-check"></i><b>9.2</b> Crosstalk Requirements</a></li>
<li class="chapter" data-level="9.3" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-inner-workings"><i class="fa fa-check"></i><b>9.3</b> How it Works</a><ul>
<li class="chapter" data-level="9.3.1" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-keys"><i class="fa fa-check"></i><b>9.3.1</b> Keys</a></li>
<li class="chapter" data-level="9.3.2" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-communication-lines"><i class="fa fa-check"></i><b>9.3.2</b> Communication Lines</a></li>
<li class="chapter" data-level="9.3.3" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-groups"><i class="fa fa-check"></i><b>9.3.3</b> Groups</a></li>
</ul></li>
<li class="chapter" data-level="9.4" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-gio"><i class="fa fa-check"></i><b>9.4</b> Crosstalk with Gio</a></li>
<li class="chapter" data-level="9.5" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-r"><i class="fa fa-check"></i><b>9.5</b> R code</a></li>
<li class="chapter" data-level="9.6" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-js"><i class="fa fa-check"></i><b>9.6</b> JavaScript Code</a><ul>
<li class="chapter" data-level="9.6.1" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-send-keys"><i class="fa fa-check"></i><b>9.6.1</b> Send Selected Keys</a></li>
<li class="chapter" data-level="9.6.2" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-set-keys"><i class="fa fa-check"></i><b>9.6.2</b> Set Selected Keys</a></li>
</ul></li>
<li class="chapter" data-level="9.7" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-using"><i class="fa fa-check"></i><b>9.7</b> Using Crosstalk with Gio</a></li>
</ul></li>
<li class="chapter" data-level="10" data-path="widgets-final.html"><a href="widgets-final.html"><i class="fa fa-check"></i><b>10</b> Final Revisions</a><ul>
<li class="chapter" data-level="10.1" data-path="widgets-final.html"><a href="widgets-final.html#widgets-final-data"><i class="fa fa-check"></i><b>10.1</b> Htmlwidgets and Data</a></li>
<li class="chapter" data-level="10.2" data-path="widgets-final.html"><a href="widgets-final.html#widgets-final-options"><i class="fa fa-check"></i><b>10.2</b> Plethora of Options</a></li>
<li class="chapter" data-level="10.3" data-path="widgets-final.html"><a href="widgets-final.html#widgets-final-interface"><i class="fa fa-check"></i><b>10.3</b> Interface Design</a></li>
<li class="chapter" data-level="10.4" data-path="widgets-final.html"><a href="widgets-final.html#widgets-final-exercises"><i class="fa fa-check"></i><b>10.4</b> Exercises</a></li>
</ul></li>
<li class="part"><span><b>III Web Development with Shiny</b></span></li>
<li class="chapter" data-level="11" data-path="shiny-intro.html"><a href="shiny-intro.html"><i class="fa fa-check"></i><b>11</b> Bidirectional Communication</a><ul>
<li class="chapter" data-level="11.1" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-websocket"><i class="fa fa-check"></i><b>11.1</b> WebSocket an Shiny</a></li>
<li class="chapter" data-level="11.2" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-sessions"><i class="fa fa-check"></i><b>11.2</b> Sessions</a></li>
<li class="chapter" data-level="11.3" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-example"><i class="fa fa-check"></i><b>11.3</b> Alerts, an example</a><ul>
<li class="chapter" data-level="11.3.1" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-explore"><i class="fa fa-check"></i><b>11.3.1</b> Explore</a></li>
<li class="chapter" data-level="11.3.2" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-r-to-js"><i class="fa fa-check"></i><b>11.3.2</b> From R to JavaScript</a></li>
<li class="chapter" data-level="11.3.3" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-serialise"><i class="fa fa-check"></i><b>11.3.3</b> Serialisation</a></li>
<li class="chapter" data-level="11.3.4" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-js2r"><i class="fa fa-check"></i><b>11.3.4</b> JavaScript to R</a></li>
</ul></li>
</ul></li>
<li class="chapter" data-level="12" data-path="shiny-complete.html"><a href="shiny-complete.html"><i class="fa fa-check"></i><b>12</b> A Complete Integration</a><ul>
<li class="chapter" data-level="12.1" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-discover"><i class="fa fa-check"></i><b>12.1</b> Discover</a></li>
<li class="chapter" data-level="12.2" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-setup"><i class="fa fa-check"></i><b>12.2</b> Setup</a></li>
<li class="chapter" data-level="12.3" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-dependencies"><i class="fa fa-check"></i><b>12.3</b> Dependencies</a></li>
<li class="chapter" data-level="12.4" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-images"><i class="fa fa-check"></i><b>12.4</b> Static Files</a></li>
<li class="chapter" data-level="12.5" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-skeleton"><i class="fa fa-check"></i><b>12.5</b> Skeleton</a></li>
<li class="chapter" data-level="12.6" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-r2js"><i class="fa fa-check"></i><b>12.6</b> From R to JavaScript</a></li>
<li class="chapter" data-level="12.7" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-js2r"><i class="fa fa-check"></i><b>12.7</b> From JavaScript to R</a></li>
<li class="chapter" data-level="12.8" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-input-handler"><i class="fa fa-check"></i><b>12.8</b> Input handler</a></li>
<li class="chapter" data-level="12.9" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-pkg"><i class="fa fa-check"></i><b>12.9</b> As a Package</a><ul>
<li class="chapter" data-level="12.9.1" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-pkg-deps"><i class="fa fa-check"></i><b>12.9.1</b> Dependencies</a></li>
<li class="chapter" data-level="12.9.2" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-pkg-trigger"><i class="fa fa-check"></i><b>12.9.2</b> Trigger classification</a></li>
<li class="chapter" data-level="12.9.3" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-pkg-js-code"><i class="fa fa-check"></i><b>12.9.3</b> JavaScript code</a></li>
<li class="chapter" data-level="12.9.4" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-pkg-input-handler"><i class="fa fa-check"></i><b>12.9.4</b> Input handler</a></li>
<li class="chapter" data-level="12.9.5" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-pkg-test"><i class="fa fa-check"></i><b>12.9.5</b> Test</a></li>
</ul></li>
</ul></li>
<li class="chapter" data-level="13" data-path="shiny-tips.html"><a href="shiny-tips.html"><i class="fa fa-check"></i><b>13</b> Tips and Tricks</a><ul>
<li class="chapter" data-level="13.1" data-path="shiny-tips.html"><a href="shiny-tips.html#shiny-tips-events"><i class="fa fa-check"></i><b>13.1</b> Shiny Events</a></li>
<li class="chapter" data-level="13.2" data-path="shiny-tips.html"><a href="shiny-tips.html#shiny-tips-table-btn"><i class="fa fa-check"></i><b>13.2</b> Table Buttons</a></li>
<li class="chapter" data-level="13.3" data-path="shiny-tips.html"><a href="shiny-tips.html#shiny-tips-jQuery"><i class="fa fa-check"></i><b>13.3</b> jQuery</a></li>
</ul></li>
<li class="chapter" data-level="14" data-path="shiny-output.html"><a href="shiny-output.html"><i class="fa fa-check"></i><b>14</b> Custom Outputs</a><ul>
<li class="chapter" data-level="14.1" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-inner-workings"><i class="fa fa-check"></i><b>14.1</b> Inner-workings</a></li>
<li class="chapter" data-level="14.2" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-setup"><i class="fa fa-check"></i><b>14.2</b> Setup</a></li>
<li class="chapter" data-level="14.3" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-r-fun"><i class="fa fa-check"></i><b>14.3</b> Output R Function</a></li>
<li class="chapter" data-level="14.4" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-html"><i class="fa fa-check"></i><b>14.4</b> Generate Output HTML</a></li>
<li class="chapter" data-level="14.5" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-renderer"><i class="fa fa-check"></i><b>14.5</b> Output Renderer</a></li>
<li class="chapter" data-level="14.6" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-binding"><i class="fa fa-check"></i><b>14.6</b> JavaScript Output Binding</a><ul>
<li class="chapter" data-level="14.6.1" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-boxxy-title"><i class="fa fa-check"></i><b>14.6.1</b> Boxxy Title</a></li>
<li class="chapter" data-level="14.6.2" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-boxxy-value"><i class="fa fa-check"></i><b>14.6.2</b> Boxxy Value</a></li>
<li class="chapter" data-level="14.6.3" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-boxxy-bg-color"><i class="fa fa-check"></i><b>14.6.3</b> Boxxy Background Color</a></li>
<li class="chapter" data-level="14.6.4" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-register"><i class="fa fa-check"></i><b>14.6.4</b> Register the Output Binding</a></li>
</ul></li>
<li class="chapter" data-level="14.7" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-usage"><i class="fa fa-check"></i><b>14.7</b> Boxxy Usage</a></li>
<li class="chapter" data-level="14.8" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-inject"><i class="fa fa-check"></i><b>14.8</b> Injecting Dependencies</a></li>
<li class="chapter" data-level="14.9" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-preprocess"><i class="fa fa-check"></i><b>14.9</b> Preprocessing Custom Outputs</a></li>
</ul></li>
<li class="chapter" data-level="15" data-path="shiny-input.html"><a href="shiny-input.html"><i class="fa fa-check"></i><b>15</b> Custom Inputs</a><ul>
<li class="chapter" data-level="15.1" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-setup"><i class="fa fa-check"></i><b>15.1</b> Setup</a></li>
<li class="chapter" data-level="15.2" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-intro"><i class="fa fa-check"></i><b>15.2</b> Switch Input HTML and Style</a></li>
<li class="chapter" data-level="15.3" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-html"><i class="fa fa-check"></i><b>15.3</b> Generate Input HTML</a></li>
<li class="chapter" data-level="15.4" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-binding"><i class="fa fa-check"></i><b>15.4</b> JavaScript Input Binding</a><ul>
<li class="chapter" data-level="15.4.1" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-find"><i class="fa fa-check"></i><b>15.4.1</b> Find Inputs</a></li>
<li class="chapter" data-level="15.4.2" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-get-id"><i class="fa fa-check"></i><b>15.4.2</b> Get Input Id</a></li>
<li class="chapter" data-level="15.4.3" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-get-value"><i class="fa fa-check"></i><b>15.4.3</b> Get Input Value</a></li>
<li class="chapter" data-level="15.4.4" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-set-value"><i class="fa fa-check"></i><b>15.4.4</b> Set Input Value</a></li>
<li class="chapter" data-level="15.4.5" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-receive-msg"><i class="fa fa-check"></i><b>15.4.5</b> Receive Input Messages</a></li>
<li class="chapter" data-level="15.4.6" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-sub-unsub"><i class="fa fa-check"></i><b>15.4.6</b> Subscribe and Unsubscribe Inputs</a></li>
<li class="chapter" data-level="15.4.7" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-rate-policy"><i class="fa fa-check"></i><b>15.4.7</b> Input Rate Policy</a></li>
<li class="chapter" data-level="15.4.8" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-register"><i class="fa fa-check"></i><b>15.4.8</b> Registering the Input Binding</a></li>
</ul></li>
<li class="chapter" data-level="15.5" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-update"><i class="fa fa-check"></i><b>15.5</b> Update Input</a></li>
<li class="chapter" data-level="15.6" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-excercise"><i class="fa fa-check"></i><b>15.6</b> Exercise</a></li>
</ul></li>
<li class="chapter" data-level="16" data-path="shiny-cookies.html"><a href="shiny-cookies.html"><i class="fa fa-check"></i><b>16</b> Cookies</a><ul>
<li class="chapter" data-level="16.1" data-path="shiny-cookies.html"><a href="shiny-cookies.html#shiny-cookies-discover"><i class="fa fa-check"></i><b>16.1</b> Discover js-cookie</a></li>
<li class="chapter" data-level="16.2" data-path="shiny-cookies.html"><a href="shiny-cookies.html#shiny-cookies-setup"><i class="fa fa-check"></i><b>16.2</b> Setup Project</a></li>
<li class="chapter" data-level="16.3" data-path="shiny-cookies.html"><a href="shiny-cookies.html#shiny-cookies-javascript"><i class="fa fa-check"></i><b>16.3</b> JavaScript Cookies</a></li>
<li class="chapter" data-level="16.4" data-path="shiny-cookies.html"><a href="shiny-cookies.html#shiny-cookies-r-code"><i class="fa fa-check"></i><b>16.4</b> R Code</a></li>
<li class="chapter" data-level="16.5" data-path="shiny-cookies.html"><a href="shiny-cookies.html#shiny-cookies-exercises"><i class="fa fa-check"></i><b>16.5</b> Exercises</a></li>
</ul></li>
<li class="chapter" data-level="17" data-path="shiny-widgets.html"><a href="shiny-widgets.html"><i class="fa fa-check"></i><b>17</b> Widgets with Shiny</a><ul>
<li class="chapter" data-level="17.1" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-to-r"><i class="fa fa-check"></i><b>17.1</b> Widgets to R</a></li>
<li class="chapter" data-level="17.2" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-handlers"><i class="fa fa-check"></i><b>17.2</b> Input Handlers for Widgets</a></li>
<li class="chapter" data-level="17.3" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-r-to-widgets"><i class="fa fa-check"></i><b>17.3</b> R to Widgets</a><ul>
<li class="chapter" data-level="17.3.1" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-send-data"><i class="fa fa-check"></i><b>17.3.1</b> Send Data from Widgets</a></li>
<li class="chapter" data-level="17.3.2" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-retrieve"><i class="fa fa-check"></i><b>17.3.2</b> Retrieve Widget Instance</a></li>
<li class="chapter" data-level="17.3.3" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-handle-data"><i class="fa fa-check"></i><b>17.3.3</b> Handle Data</a></li>
</ul></li>
<li class="chapter" data-level="17.4" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-proxy"><i class="fa fa-check"></i><b>17.4</b> Proxy Function</a></li>
<li class="chapter" data-level="17.5" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-clear-data"><i class="fa fa-check"></i><b>17.5</b> Clear Data</a></li>
<li class="chapter" data-level="17.6" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-update"><i class="fa fa-check"></i><b>17.6</b> Update the Widget</a></li>
</ul></li>
<li class="part"><span><b>IV JavaScript for Computations</b></span></li>
<li class="chapter" data-level="18" data-path="v8.html"><a href="v8.html"><i class="fa fa-check"></i><b>18</b> The V8 Engine</a><ul>
<li class="chapter" data-level="18.1" data-path="v8.html"><a href="v8.html#v8-installation"><i class="fa fa-check"></i><b>18.1</b> Installation</a></li>
<li class="chapter" data-level="18.2" data-path="v8.html"><a href="v8.html#v8-basics"><i class="fa fa-check"></i><b>18.2</b> Basics</a></li>
<li class="chapter" data-level="18.3" data-path="v8.html"><a href="v8.html#v8-external"><i class="fa fa-check"></i><b>18.3</b> External Libraries</a></li>
<li class="chapter" data-level="18.4" data-path="v8.html"><a href="v8.html#v8-npm"><i class="fa fa-check"></i><b>18.4</b> NPM Packages</a></li>
<li class="chapter" data-level="18.5" data-path="v8.html"><a href="v8.html#v8-pkg"><i class="fa fa-check"></i><b>18.5</b> Use in Packages</a></li>
</ul></li>
<li class="chapter" data-level="19" data-path="v8-ml.html"><a href="v8-ml.html"><i class="fa fa-check"></i><b>19</b> Machine Learning</a><ul>
<li class="chapter" data-level="19.1" data-path="v8-ml.html"><a href="v8-ml.html#v8-ml-dependency"><i class="fa fa-check"></i><b>19.1</b> Dependency</a></li>
<li class="chapter" data-level="19.2" data-path="v8-ml.html"><a href="v8-ml.html#v8-ml-regression"><i class="fa fa-check"></i><b>19.2</b> Simple Regression</a></li>
<li class="chapter" data-level="19.3" data-path="v8-ml.html"><a href="v8-ml.html#v8-ml-exercises"><i class="fa fa-check"></i><b>19.3</b> Exercises</a></li>
</ul></li>
<li class="part"><span><b>V Robust JavaScript</b></span></li>
<li class="chapter" data-level="20" data-path="webpack-intro.html"><a href="webpack-intro.html"><i class="fa fa-check"></i><b>20</b> Managing JavaScript</a><ul>
<li class="chapter" data-level="20.1" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-example"><i class="fa fa-check"></i><b>20.1</b> Example</a></li>
<li class="chapter" data-level="20.2" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-browser"><i class="fa fa-check"></i><b>20.2</b> Transpiling</a></li>
<li class="chapter" data-level="20.3" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-minification"><i class="fa fa-check"></i><b>20.3</b> Minification</a></li>
<li class="chapter" data-level="20.4" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-structure"><i class="fa fa-check"></i><b>20.4</b> Bundling and Modules</a></li>
<li class="chapter" data-level="20.5" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-decouple"><i class="fa fa-check"></i><b>20.5</b> Decoupling</a></li>
<li class="chapter" data-level="20.6" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-npm"><i class="fa fa-check"></i><b>20.6</b> NPM</a></li>
<li class="chapter" data-level="20.7" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-conclude"><i class="fa fa-check"></i><b>20.7</b> With R</a></li>
</ul></li>
<li class="chapter" data-level="21" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html"><i class="fa fa-check"></i><b>21</b> Discover Webpack and NPM</a><ul>
<li class="chapter" data-level="21.1" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-install"><i class="fa fa-check"></i><b>21.1</b> Installation</a><ul>
<li class="chapter" data-level="21.1.1" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-install-mac"><i class="fa fa-check"></i><b>21.1.1</b> Mac OS</a></li>
<li class="chapter" data-level="21.1.2" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-install-ubuntu"><i class="fa fa-check"></i><b>21.1.2</b> Ubuntu</a></li>
<li class="chapter" data-level="21.1.3" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-install-windows"><i class="fa fa-check"></i><b>21.1.3</b> Windows</a></li>
<li class="chapter" data-level="21.1.4" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-install-other"><i class="fa fa-check"></i><b>21.1.4</b> Other</a></li>
</ul></li>
<li class="chapter" data-level="21.2" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-setup"><i class="fa fa-check"></i><b>21.2</b> Set Up the App</a></li>
<li class="chapter" data-level="21.3" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-init-npm"><i class="fa fa-check"></i><b>21.3</b> Initialise NPM</a></li>
<li class="chapter" data-level="21.4" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-install-pkgs"><i class="fa fa-check"></i><b>21.4</b> Installing NPM Packages</a></li>
<li class="chapter" data-level="21.5" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-entry-points"><i class="fa fa-check"></i><b>21.5</b> Entry Point and Output</a></li>
<li class="chapter" data-level="21.6" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-conf"><i class="fa fa-check"></i><b>21.6</b> Configuration File</a></li>
<li class="chapter" data-level="21.7" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-npm-scripts"><i class="fa fa-check"></i><b>21.7</b> NPM scripts</a></li>
<li class="chapter" data-level="21.8" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-webpack-mode"><i class="fa fa-check"></i><b>21.8</b> Source maps</a></li>
<li class="chapter" data-level="21.9" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-bundle"><i class="fa fa-check"></i><b>21.9</b> Bundle</a></li>
<li class="chapter" data-level="21.10" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-internal-dependencies"><i class="fa fa-check"></i><b>21.10</b> Internal Dependencies</a></li>
<li class="chapter" data-level="21.11" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-external-dependencies"><i class="fa fa-check"></i><b>21.11</b> External Dependencies</a></li>
<li class="chapter" data-level="21.12" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-import-export"><i class="fa fa-check"></i><b>21.12</b> Import and Export</a><ul>
<li class="chapter" data-level="21.12.1" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-import-export-named"><i class="fa fa-check"></i><b>21.12.1</b> Named</a></li>
<li class="chapter" data-level="21.12.2" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-import-export-default"><i class="fa fa-check"></i><b>21.12.2</b> Default</a></li>
<li class="chapter" data-level="21.12.3" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-import-export-wrap-up"><i class="fa fa-check"></i><b>21.12.3</b> Wrap-up</a></li>
</ul></li>
</ul></li>
<li class="chapter" data-level="22" data-path="packer-overview.html"><a href="packer-overview.html"><i class="fa fa-check"></i><b>22</b> Webpack with R</a><ul>
<li class="chapter" data-level="22.1" data-path="packer-overview.html"><a href="packer-overview.html#packer-principles"><i class="fa fa-check"></i><b>22.1</b> Principles of packer</a></li>
<li class="chapter" data-level="22.2" data-path="packer-overview.html"><a href="packer-overview.html#packer-scaffolds"><i class="fa fa-check"></i><b>22.2</b> Scaffolds</a></li>
<li class="chapter" data-level="22.3" data-path="packer-overview.html"><a href="packer-overview.html#packer-inputs"><i class="fa fa-check"></i><b>22.3</b> Inputs</a></li>
<li class="chapter" data-level="22.4" data-path="packer-overview.html"><a href="packer-overview.html#packer-r-file"><i class="fa fa-check"></i><b>22.4</b> R file</a></li>
<li class="chapter" data-level="22.5" data-path="packer-overview.html"><a href="packer-overview.html#packer-js-files"><i class="fa fa-check"></i><b>22.5</b> JavaScript Files</a></li>
<li class="chapter" data-level="22.6" data-path="packer-overview.html"><a href="packer-overview.html#packer-bundle"><i class="fa fa-check"></i><b>22.6</b> Bundle</a></li>
</ul></li>
<li class="chapter" data-level="23" data-path="packer-adv.html"><a href="packer-adv.html"><i class="fa fa-check"></i><b>23</b> Webpack Advanced</a><ul>
<li class="chapter" data-level="23.1" data-path="packer-adv.html"><a href="packer-adv.html#packer-adv-widgets"><i class="fa fa-check"></i><b>23.1</b> Widgets</a></li>
<li class="chapter" data-level="23.2" data-path="packer-adv.html"><a href="packer-adv.html#packer-adv-shiny-vue"><i class="fa fa-check"></i><b>23.2</b> Shiny with Vue and Bootstrap 4</a><ul>
<li class="chapter" data-level="23.2.1" data-path="packer-adv.html"><a href="packer-adv.html#packer-adv-shiny-vue-setup"><i class="fa fa-check"></i><b>23.2.1</b> Setup</a></li>
<li class="chapter" data-level="23.2.2" data-path="packer-adv.html"><a href="packer-adv.html#packer-adv-shiny-vue-bs4"><i class="fa fa-check"></i><b>23.2.2</b> Bootstrap 4 Installation</a></li>
<li class="chapter" data-level="23.2.3" data-path="packer-adv.html"><a href="packer-adv.html#packer-adv-shiny-vue-code"><i class="fa fa-check"></i><b>23.2.3</b> Vue Code</a></li>
</ul></li>
</ul></li>
<li class="part"><span><b>VI Closing Remarks</b></span></li>
<li class="chapter" data-level="24" data-path="conclusion.html"><a href="conclusion.html"><i class="fa fa-check"></i><b>24</b> Conclusion</a><ul>
<li class="chapter" data-level="24.1" data-path="conclusion.html"><a href="conclusion.html#conclusion-performances"><i class="fa fa-check"></i><b>24.1</b> Performances</a></li>
<li class="chapter" data-level="24.2" data-path="conclusion.html"><a href="conclusion.html#conclusion-trial-and-error"><i class="fa fa-check"></i><b>24.2</b> Trial and Error</a></li>
<li class="chapter" data-level="24.3" data-path="conclusion.html"><a href="conclusion.html#conclusion-ux"><i class="fa fa-check"></i><b>24.3</b> Functionality and UX</a></li>
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<li class="chapter" data-level="" data-path="references.html"><a href="references.html"><i class="fa fa-check"></i>References</a></li>
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          <h1>
            <i class="fa fa-circle-o-notch fa-spin"></i><a href="./">JavaScript for R</a>
          </h1>
        </div>

        <div class="page-wrapper" tabindex="-1" role="main">
          <div class="page-inner">

            <section class="normal" id="section-">
<div id="intro-overview" class="section level1">
<h1><span class="header-section-number">Chapter 1</span> Overview</h1>
<p>This book starts with a rationale for integrating JavaScript with R and supports it with examples, namely packages that use JavaScript and are available on CRAN. Then, we list the various ways in which one might go about making both languages work together. In the next chapter, we go over prerequisites and a review of concepts fundamental to fully understand the more advanced topics residing in the forthcoming chapters.</p>
<div id="intro-overview-rationale" class="section level2">
<h2><span class="header-section-number">1.1</span> Rationale</h2>
<p>Why blend two languages seemingly so far removed from each other? Well, precisely because they are fundamentally different languages that each have their strengths and weaknesses; combining the two allows making the most of their consolidated advantages and circumvents their respective limitations to produce software altogether better for it.</p>
<p>Nevertheless, a fair reason to use JavaScript might be that the thing one wants to achieve in R has already been realised in JavaScript. Why reinvent the wheel when the solution already exists and that it can be made accessible from R? The R package <a href="https://github.com/ateucher/rmapshaper">rmapshaper</a> <span class="citation">(Teucher and Russell <a href="#ref-R-rmapshaper">2020</a>)</span> by Andy Teucher that integrates <a href="https://github.com/mbloch/mapshaper/">mapshaper,</a> a library to edit geo-spatial-related files such as GeoJSON, or TopoJSON. JavaScript is by no means required to make those computations; they could be rewritten solely in R, but that would be vastly more laborious than wrapping the JavaScript API in R as done by the package rmapshaper.</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" title="1"><span class="kw">library</span>(rmapshaper)</a>
<a class="sourceLine" id="cb1-2" title="2"></a>
<a class="sourceLine" id="cb1-3" title="3"><span class="co"># get data</span></a>
<a class="sourceLine" id="cb1-4" title="4"><span class="kw">data</span>(states, <span class="dt">package =</span> <span class="st">&quot;geojsonio&quot;</span>)</a>
<a class="sourceLine" id="cb1-5" title="5"></a>
<a class="sourceLine" id="cb1-6" title="6">states_json &lt;-<span class="st"> </span>geojsonio<span class="op">::</span><span class="kw">geojson_json</span>(</a>
<a class="sourceLine" id="cb1-7" title="7">  states, </a>
<a class="sourceLine" id="cb1-8" title="8">  <span class="dt">geometry =</span> <span class="st">&quot;polygon&quot;</span>, </a>
<a class="sourceLine" id="cb1-9" title="9">  <span class="dt">group =</span> <span class="st">&quot;group&quot;</span></a>
<a class="sourceLine" id="cb1-10" title="10">)</a>
<a class="sourceLine" id="cb1-11" title="11"><span class="co">#&gt; Registered S3 method overwritten by &#39;geojsonsf&#39;:</span></a>
<a class="sourceLine" id="cb1-12" title="12"><span class="co">#&gt;   method        from   </span></a>
<a class="sourceLine" id="cb1-13" title="13"><span class="co">#&gt;   print.geojson geojson</span></a>
<a class="sourceLine" id="cb1-14" title="14"><span class="co">#&gt; Assuming &#39;long&#39; and &#39;lat&#39; are longitude and latitude, respectively</span></a>
<a class="sourceLine" id="cb1-15" title="15"></a>
<a class="sourceLine" id="cb1-16" title="16">states_sp &lt;-<span class="st"> </span>geojsonio<span class="op">::</span><span class="kw">geojson_sp</span>(states_json)</a>
<a class="sourceLine" id="cb1-17" title="17"></a>
<a class="sourceLine" id="cb1-18" title="18"><span class="co"># print shape file size</span></a>
<a class="sourceLine" id="cb1-19" title="19"><span class="kw">print</span>(<span class="kw">object.size</span>(states_sp), <span class="dt">units =</span> <span class="st">&quot;Mb&quot;</span>)</a>
<a class="sourceLine" id="cb1-20" title="20"><span class="co">#&gt; 0.4 Mb</span></a>
<a class="sourceLine" id="cb1-21" title="21"></a>
<a class="sourceLine" id="cb1-22" title="22"><span class="co"># simplify with rmapshaper</span></a>
<a class="sourceLine" id="cb1-23" title="23">states_sm &lt;-<span class="st"> </span>rmapshaper<span class="op">::</span><span class="kw">ms_simplify</span>(states_sp, <span class="dt">keep =</span> <span class="fl">0.05</span>)</a>
<a class="sourceLine" id="cb1-24" title="24"></a>
<a class="sourceLine" id="cb1-25" title="25"><span class="co"># print reduced size</span></a>
<a class="sourceLine" id="cb1-26" title="26"><span class="kw">print</span>(<span class="kw">object.size</span>(states_sm), <span class="dt">units =</span> <span class="st">&quot;Mb&quot;</span>)</a>
<a class="sourceLine" id="cb1-27" title="27"><span class="co">#&gt; 0.2 Mb</span></a></code></pre></div>
<p>Another great reason is that JavaScript can do things that R cannot, e.g., run in the browser. Therefore, one cannot natively create interactive visualisations with R. <a href="https://plotly-r.com/">Plotly</a> <span class="citation">(Sievert et al. <a href="#ref-R-plotly">2021</a>)</span> by Carson Sievert packages the <a href="https://plot.ly/">plotly JavaScript library</a> to let one create interactive visualisations solely from R code as shown in Figure <a href="intro-overview.html#fig:plotly-basic-example">1.1</a>.</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb2-1" title="1"><span class="kw">library</span>(plotly)</a>
<a class="sourceLine" id="cb2-2" title="2"></a>
<a class="sourceLine" id="cb2-3" title="3"><span class="kw">plot_ly</span>(diamonds, <span class="dt">x =</span> <span class="op">~</span>cut, <span class="dt">color =</span> <span class="op">~</span>clarity, <span class="dt">width =</span> <span class="st">&quot;100%&quot;</span>)</a></code></pre></div>
<div class="figure" style="text-align: center"><span id="fig:plotly-basic-example"></span>
<div id="htmlwidget-3e8552001723d37acf63" style="width:100%;height:415.296px;" class="plotly html-widget"></div>
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<p class="caption">
FIGURE 1.1: Basic htmlwidget example
</p>
</div>
<p>Finally, JavaScript can work together with R to improve how we communicate insights. One of the many ways in which Shiny stands out is that it lets one create web applications solely from R code with no knowledge of HTML, CSS, or JavaScript, but that does not mean they can’t extend Shiny—quite the contrary. The <a href="http://waiter.john-coene.com/">waiter package</a> <span class="citation">(Coene <a href="#ref-R-waiter">2021</a><a href="#ref-R-waiter">b</a>)</span> integrates a variety of JavaScript libraries to display loading screens in Shiny applications as in Figure <a href="intro-overview.html#fig:intro-waiter">1.2</a>.</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb3-1" title="1"><span class="kw">library</span>(shiny)</a>
<a class="sourceLine" id="cb3-2" title="2"><span class="kw">library</span>(waiter)</a>
<a class="sourceLine" id="cb3-3" title="3"></a>
<a class="sourceLine" id="cb3-4" title="4">ui &lt;-<span class="st"> </span><span class="kw">fluidPage</span>(</a>
<a class="sourceLine" id="cb3-5" title="5">  <span class="kw">use_waiter</span>(), <span class="co"># include dependencies</span></a>
<a class="sourceLine" id="cb3-6" title="6">  <span class="kw">actionButton</span>(<span class="st">&quot;show&quot;</span>, <span class="st">&quot;Show loading for 3 seconds&quot;</span>)</a>
<a class="sourceLine" id="cb3-7" title="7">)</a>
<a class="sourceLine" id="cb3-8" title="8"></a>
<a class="sourceLine" id="cb3-9" title="9">server &lt;-<span class="st"> </span><span class="cf">function</span>(input, output, session){</a>
<a class="sourceLine" id="cb3-10" title="10">  <span class="co"># create a waiter</span></a>
<a class="sourceLine" id="cb3-11" title="11">  w &lt;-<span class="st"> </span>Waiter<span class="op">$</span><span class="kw">new</span>()</a>
<a class="sourceLine" id="cb3-12" title="12"></a>
<a class="sourceLine" id="cb3-13" title="13">  <span class="co"># on button click</span></a>
<a class="sourceLine" id="cb3-14" title="14">  <span class="kw">observeEvent</span>(input<span class="op">$</span>show, {</a>
<a class="sourceLine" id="cb3-15" title="15">    w<span class="op">$</span><span class="kw">show</span>()</a>
<a class="sourceLine" id="cb3-16" title="16">    <span class="kw">Sys.sleep</span>(<span class="dv">3</span>)</a>
<a class="sourceLine" id="cb3-17" title="17">    w<span class="op">$</span><span class="kw">hide</span>()</a>
<a class="sourceLine" id="cb3-18" title="18">  })</a>
<a class="sourceLine" id="cb3-19" title="19">}</a>
<a class="sourceLine" id="cb3-20" title="20"></a>
<a class="sourceLine" id="cb3-21" title="21"><span class="kw">shinyApp</span>(ui, server)</a></code></pre></div>
<div class="figure" style="text-align: center"><span id="fig:intro-waiter"></span>
<img src="images/waiter.png" alt="Waiter screen" width="100%" />
<p class="caption">
FIGURE 1.2: Waiter screen
</p>
</div>
<p>Hopefully this makes a couple of great reasons and alluring examples to entice the reader to persevere with this book.</p>
</div>
<div id="intro-methods" class="section level2">
<h2><span class="header-section-number">1.2</span> Methods</h2>
<p>Though perhaps not evident at first, all of the packages used as examples in the previous section interfaced with R very differently. As we’ll discover, there are many ways in which one can blend JavaScript with R. Generally the way to go about it is dictated by the nature of what is to be achieved.</p>
<p>Let’s list the methods available to us to blend JavaScript with R before covering each of them in-depth in their own respective chapter later in the book.</p>
<div id="intro-v8" class="section level3">
<h3><span class="header-section-number">1.2.1</span> V8</h3>
<p><a href="https://github.com/jeroen/v8">V8</a> by Jeroen Ooms is an R interface to Google’s JavaScript engine. It will let you run JavaScript code directly from R and get the result back; it even comes with an interactive console. This is the way the rmapshaper package used in a previous example internally interfaces with the turf.js library.</p>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb4-1" title="1"><span class="kw">library</span>(V8)</a>
<a class="sourceLine" id="cb4-2" title="2"></a>
<a class="sourceLine" id="cb4-3" title="3">ctx &lt;-<span class="st"> </span><span class="kw">v8</span>()</a>
<a class="sourceLine" id="cb4-4" title="4"></a>
<a class="sourceLine" id="cb4-5" title="5">ctx<span class="op">$</span><span class="kw">eval</span>(<span class="st">&quot;2 + 2&quot;</span>) <span class="co"># this is evaluated in JavaScript!</span></a>
<a class="sourceLine" id="cb4-6" title="6"><span class="co">#&gt; [1] &quot;4&quot;</span></a></code></pre></div>
</div>
<div id="intro-htmlwidgets" class="section level3">
<h3><span class="header-section-number">1.2.2</span> htmlwidgets</h3>
<p><a href="http://www.htmlwidgets.org/">htmlwidgets</a> <span class="citation">(Vaidyanathan et al. <a href="#ref-R-htmlwidgets">2020</a>)</span> specialises in wrapping JavaScript libraries that generate visual outputs. This is what packages such as plotly, <a href="https://rstudio.github.io/DT/">DT</a> <span class="citation">(Xie, Cheng, and Tan <a href="#ref-R-DT">2020</a>)</span>, <a href="http://jkunst.com/highcharter/">highcharter</a> <span class="citation">(Kunst <a href="#ref-R-highcharter">2020</a>)</span>, and many more use to provide interactive visualisation with R.</p>
<p>It is by far the most popular integration out there: at the time of writing it has been downloaded nearly 10 million times from CRAN. It will therefore be covered extensively in later chapters.</p>
</div>
<div id="intro-shiny" class="section level3">
<h3><span class="header-section-number">1.2.3</span> Shiny</h3>
<p>The Shiny framework allows creating applications accessible from web browsers where JavaScript natively runs; it follows that JavaScript can run <em>alongside</em> such applications. Often overlooked though, the two can also work <em>hand-in-hand</em> as one can pass data from the R server to the JavaScript front end and vice versa. This is how the previously-mentioned package waiter internally works with R.</p>
</div>
</div>
<div id="intro-amiss" class="section level2">
<h2><span class="header-section-number">1.3</span> Methods Amiss</h2>
<p>Note that there are also two other prominent ways one can use JavaScript with R that are not covered in this book. The main reason being that they require significant knowledge of specific JavaScript libraries, d3.js and React, and while these are themselves advanced uses of JavaScript, their integration with R via the following listed packages are relatively straightforward.</p>
<div id="intro-reactr-vuer" class="section level3">
<h3><span class="header-section-number">1.3.1</span> reactR &amp; vueR</h3>
<p><a href="https://react-r.github.io/reactR/">ReactR</a> <span class="citation">(Inc et al. <a href="#ref-R-reactR">2020</a>)</span> is an R package that emulates very well htmlwidgets but specifically for the <a href="https://reactjs.org/">React framework</a>. Unlike htmlwidgets, it is not limited to visual outputs and also provides functions to build inputs, e.g., a drop-down menu (like <code>shiny::selectInput</code>). The <a href="https://glin.github.io/reactable/">reactable package</a> <span class="citation">(Lin <a href="#ref-R-reactable">2020</a>)</span> uses reactR to enable building interactive tables solely from R code as shown in Figure <a href="intro-overview.html#fig:reactable-example">1.3</a>.</p>
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb5-1" title="1">reactable<span class="op">::</span><span class="kw">reactable</span>(iris[<span class="dv">1</span><span class="op">:</span><span class="dv">5</span>, ], <span class="dt">showPagination =</span> <span class="ot">TRUE</span>)</a></code></pre></div>
<div class="figure" style="text-align: center"><span id="fig:reactable-example"></span>
<div id="htmlwidget-4298ec44f4ccae54c826" class="reactable html-widget" style="width:auto;height:auto;"></div>
<script type="application/json" data-for="htmlwidget-4298ec44f4ccae54c826">{"x":{"tag":{"name":"Reactable","attribs":{"data":{"Sepal.Length":[5.1,4.9,4.7,4.6,5],"Sepal.Width":[3.5,3,3.2,3.1,3.6],"Petal.Length":[1.4,1.4,1.3,1.5,1.4],"Petal.Width":[0.2,0.2,0.2,0.2,0.2],"Species":["setosa","setosa","setosa","setosa","setosa"]},"columns":[{"accessor":"Sepal.Length","name":"Sepal.Length","type":"numeric"},{"accessor":"Sepal.Width","name":"Sepal.Width","type":"numeric"},{"accessor":"Petal.Length","name":"Petal.Length","type":"numeric"},{"accessor":"Petal.Width","name":"Petal.Width","type":"numeric"},{"accessor":"Species","name":"Species","type":"factor"}],"defaultPageSize":10,"paginationType":"numbers","showPagination":true,"showPageInfo":true,"minRows":1,"dataKey":"d3fca8572c237955c00f31df9646b388","key":"d3fca8572c237955c00f31df9646b388"},"children":[]},"class":"reactR_markup"},"evals":[],"jsHooks":[]}</script>
<p class="caption">
FIGURE 1.3: reactable package example
</p>
</div>
<p>There is also the package vueR <span class="citation">(You and Russell <a href="#ref-R-vueR">2020</a>)</span>, which brings some of Vue to R.</p>
</div>
<div id="intro-r2d3" class="section level3">
<h3><span class="header-section-number">1.3.2</span> r2d3</h3>
<p><a href="https://rstudio.github.io/r2d3/">r2d3</a> <span class="citation">(Strayer, Luraschi, and Allaire <a href="#ref-R-r2d3">2020</a>)</span> by RStudio is an R package designed specifically to work with <a href="https://d3js.org/">d3.js</a>. It is similar to htmlwidgets but works rather differently, it allows create visualisations such as Figure <a href="intro-overview.html#fig:r2d3">1.4</a>.</p>
<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb6-1" title="1"><span class="co"># https://rstudio.github.io/r2d3/articles/gallery/chord/</span></a>
<a class="sourceLine" id="cb6-2" title="2">r2d3<span class="op">::</span><span class="kw">r2d3</span>(</a>
<a class="sourceLine" id="cb6-3" title="3">  <span class="dt">data =</span> <span class="kw">matrix</span>(<span class="kw">round</span>(<span class="kw">runif</span>(<span class="dv">16</span>, <span class="dv">1</span>, <span class="dv">10000</span>)), <span class="dt">ncol =</span> <span class="dv">4</span>, <span class="dt">nrow =</span> <span class="dv">4</span>), </a>
<a class="sourceLine" id="cb6-4" title="4">  <span class="dt">script =</span> <span class="st">&quot;chord.js&quot;</span></a>
<a class="sourceLine" id="cb6-5" title="5">)</a></code></pre></div>
<div class="figure" style="text-align: center"><span id="fig:r2d3"></span>
<div id="htmlwidget-056154ebedfe20fbc865" style="width:100%;height:415.296px;" class="r2d3 html-widget"></div>
<script type="application/json" data-for="htmlwidget-056154ebedfe20fbc865">{"x":{"data":[[5635,278,6829,6911],[9083,2233,8843,2863],[4544,1205,1534,4882],[7110,8105,1313,9328]],"type":"matrix","container":"svg","options":null,"script":"var d3Script = function(d3, r2d3, data, svg, width, height, options, theme, console) {\nthis.d3 = d3;\n\nsvg = d3.select(svg.node());\n/* R2D3 Source File:  chord.js */\n// !preview r2d3 data = matrix(round(runif(16, 1, 10000)), ncol = 4, nrow = 4)\n\n// Based on https://bl.ocks.org/mbostock/4062006\n\nvar outerRadius = Math.min(width, height) * 0.5 - 40,\n    innerRadius = outerRadius - 30;\n\nvar formatValue = d3.formatPrefix(\",.0\", 1e3);\n\nvar chord = d3.chord()\n    .padAngle(0.05)\n    .sortSubgroups(d3.descending);\n\nvar arc = d3.arc()\n    .innerRadius(innerRadius)\n    .outerRadius(outerRadius);\n\nvar ribbon = d3.ribbon()\n    .radius(innerRadius);\n\nvar color = d3.scaleOrdinal()\n    .domain(d3.range(4))\n    .range([\"#000000\", \"#FFDD89\", \"#957244\", \"#F26223\"]);\n\nvar g = svg.append(\"g\")\n    .attr(\"transform\", \"translate(\" + width / 2 + \",\" + height / 2 + \")\")\n    .datum(chord(data));\n\nvar group = g.append(\"g\")\n    .attr(\"class\", \"groups\")\n  .selectAll(\"g\")\n  .data(function(chords) { return chords.groups; })\n  .enter().append(\"g\");\n\ngroup.append(\"path\")\n    .style(\"fill\", function(d) { return color(d.index); })\n    .style(\"stroke\", function(d) { return d3.rgb(color(d.index)).darker(); })\n    .attr(\"d\", arc);\n\nvar groupTick = group.selectAll(\".group-tick\")\n  .data(function(d) { return groupTicks(d, 1e3); })\n  .enter().append(\"g\")\n    .attr(\"class\", \"group-tick\")\n    .attr(\"transform\", function(d) { return \"rotate(\" + (d.angle * 180 / Math.PI - 90) + \") translate(\" + outerRadius + \",0)\"; });\n\ngroupTick.append(\"line\")\n    .attr(\"x2\", 6);\n\ngroupTick\n  .filter(function(d) { return d.value % 5e3 === 0; })\n  .append(\"text\")\n    .attr(\"x\", 8)\n    .attr(\"dy\", \".35em\")\n    .attr(\"transform\", function(d) { return d.angle > Math.PI ? \"rotate(180) translate(-16)\" : null; })\n    .style(\"text-anchor\", function(d) { return d.angle > Math.PI ? \"end\" : null; })\n    .text(function(d) { return formatValue(d.value); });\n\ng.append(\"g\")\n    .attr(\"class\", \"ribbons\")\n  .selectAll(\"path\")\n  .data(function(chords) { return chords; })\n  .enter().append(\"path\")\n    .attr(\"d\", ribbon)\n    .style(\"fill\", function(d) { return color(d.target.index); })\n    .style(\"stroke\", function(d) { return d3.rgb(color(d.target.index)).darker(); });\n\n// Returns an array of tick angles and values for a given group and step.\nfunction groupTicks(d, step) {\n  var k = (d.endAngle - d.startAngle) / d.value;\n  return d3.range(0, d.value, step).map(function(value) {\n    return {value: value, angle: value * k + d.startAngle};\n  });\n}\n};","style":null,"version":6,"theme":{"default":{"background":"#FFFFFF","foreground":"#000000"},"runtime":null},"useShadow":true},"evals":[],"jsHooks":[]}</script>
<p class="caption">
FIGURE 1.4: r2d3 basic example
</p>
</div>

</div>
</div>
</div>
<h3>References</h3>
<div id="refs" class="references">
<div id="ref-R-waiter">
<p>Coene, John. 2021b. <em>Waiter: Loading Screen for ’Shiny’</em>.</p>
</div>
<div id="ref-R-reactR">
<p>Inc, Facebook, Michel Weststrate, Kent Russell, and Alan Dipert. 2020. <em>ReactR: React Helpers</em>. <a href="https://github.com/react-R/reactR">https://github.com/react-R/reactR</a>.</p>
</div>
<div id="ref-R-highcharter">
<p>Kunst, Joshua. 2020. <em>Highcharter: A Wrapper for the ’Highcharts’ Library</em>. <a href="https://CRAN.R-project.org/package=highcharter">https://CRAN.R-project.org/package=highcharter</a>.</p>
</div>
<div id="ref-R-reactable">
<p>Lin, Greg. 2020. <em>Reactable: Interactive Data Tables Based on ’React Table’</em>. <a href="https://CRAN.R-project.org/package=reactable">https://CRAN.R-project.org/package=reactable</a>.</p>
</div>
<div id="ref-R-plotly">
<p>Sievert, Carson, Chris Parmer, Toby Hocking, Scott Chamberlain, Karthik Ram, Marianne Corvellec, and Pedro Despouy. 2021. <em>Plotly: Create Interactive Web Graphics via ’Plotly.js’</em>. <a href="https://CRAN.R-project.org/package=plotly">https://CRAN.R-project.org/package=plotly</a>.</p>
</div>
<div id="ref-R-r2d3">
<p>Strayer, Nick, Javier Luraschi, and JJ Allaire. 2020. <em>R2d3: Interface to ’D3’ Visualizations</em>. <a href="https://CRAN.R-project.org/package=r2d3">https://CRAN.R-project.org/package=r2d3</a>.</p>
</div>
<div id="ref-R-rmapshaper">
<p>Teucher, Andy, and Kenton Russell. 2020. <em>Rmapshaper: Client for ’Mapshaper’ for ’Geospatial’ Operations</em>. <a href="https://CRAN.R-project.org/package=rmapshaper">https://CRAN.R-project.org/package=rmapshaper</a>.</p>
</div>
<div id="ref-R-htmlwidgets">
<p>Vaidyanathan, Ramnath, Yihui Xie, JJ Allaire, Joe Cheng, Carson Sievert, and Kenton Russell. 2020. <em>Htmlwidgets: HTML Widgets for R</em>. <a href="https://CRAN.R-project.org/package=htmlwidgets">https://CRAN.R-project.org/package=htmlwidgets</a>.</p>
</div>
<div id="ref-R-DT">
<p>Xie, Yihui, Joe Cheng, and Xianying Tan. 2020. <em>DT: A Wrapper of the Javascript Library ’Datatables’</em>. <a href="https://CRAN.R-project.org/package=DT">https://CRAN.R-project.org/package=DT</a>.</p>
</div>
<div id="ref-R-vueR">
<p>You, Evan, and Kent Russell. 2020. <em>VueR: ’Vuejs’ Helpers and ’Htmlwidget’</em>. <a href="https://github.com/vue-r/vueR">https://github.com/vue-r/vueR</a>.</p>
</div>
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